EXAM 2 Flashcards
RCT
Pro’s
- Control for all 3 biases
Con’s
- Feasible
- Generalisability due to high selectivity
- Short follow-up cannot subject people for too long
- Very control impacting the normal evolution of a disease as seen in clinical practice
When does selection bias occur?
During BOTH obtaining subjects & allocating then to the treatment or control arm.
How is selection bias minimised?
- Randomisation
- Should generate groups with similar baseline characteristics
- Block randomisation OR 1:1 randomisation - Allocation concealment (blinding)
- Allocation bias
What is performance bias?
Occurs during implementation of the intervention when either or the administrator or participant is aware which arm of the experiment they are in.
How is performance bias minimised?
Double blinding
- Blinding both the administrator and participants
- Protects against giving treatment to healthier participants
- Protects against the hawthorn affect –> participants modify their behaviour because they know they are being observed
- Protects against the placebo affect
What is attrition bias?
- Occurs during participant follow-up
- Patients who drop out are not accounted for - ADRs, motivation, forgot to record data
- Shorter trials = less bias BUT less long term affects
How is attrition bias minimised?
Attention-to-treat analysis
What is detection bias?
Measurement OR ascertainment bias
- Occurs during the evaluation of the outcome
- Data assessors know which is the control and treatment arm
How is detection bias minimised
Blinding the outcome assessors
How is risk for binary outcomes measured?
- Relative risk
- Relative risk reduction
- Relative risk increase
- Absolute risk
What is the relative risk (RR)?
Exposed event rate/control event rate
- Cross-sectional, RCTs and cohort studies
- 1 = same risk in both groups
- > 1 = exposure increases risk of the disease or treatment leads to the beneficial outcome
- <1 = exposure decreases risk of the disease
What is the relative risk reduction?
The treatment decreases your risk of the outcome by X amount
(1-RR) x 100
- Study of therapy
What is the relative risk increase?
The exposure increases your risk of the outcome by X amount
(RR-1) x 100
- Study of harm
What is the absolute risk?
> 0 increased risk of the disease outcome (ARI)
<0 decreased risk of the disease outcome (ARR)
What is the number needed to treat (NNT)?
Number of people you must treat to prevent the outcome
- SMALL number = more lives saved
1/ARR
ARR = absolute risk <0
Number needed to harm (NNH)?
Number of people that is exposed an outcome will occur.
- LARGE number = less deaths
1/ARI
ARI = absolute risk >0
How is risk for continuous outcomes measured?
Mean OR mean difference
Statistical vs clinical significance
Statistical significance is proven by the p-value and CI describing that drug A is different to drug B
Clinical significance is patient oriented based on pain scores and quality of life measures.
Superiority trial
RCT that aims to prove a new intervention is SUPERIOR to a comparator.
Inferiority trial
RCT that aims to prove an intervention is EQUAL or superior to an existing intervention.
Interim analysis
Third party analyses the data to ensure no danger is occurring to the participant.
If done early it may lead to false positives due to the lack of data at that point in time.
Cohort study
Exposed vs non-exposed cohorts are followed FORWARD in time to asses if they develop the outcome of interest.
Pro’s
- Generalisable
Con’s
- Time consuming
- Costly
- Susceptible to bias (selection, performance, attrition)
- False causation
Prospective cohort study
Participants are selected at the time the BEGIN the exposure (e.g., starting the OCP today) and then followed FORWARD in time until they develop the outcome of interest (e.g. breast cancer).
Retrospective cohort study
Participants are selected based on a PAST and CONTINUING exposure (e.g., smoked for 10 years and not gonna quite) and followed FORWARD in time until the outcome of interest is reached (e.g., lung cancer)
- Good for diseases that take time to develop as you are getting a head start on the exposure